Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: MGAT1

Gene summary for MGAT1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

MGAT1

Gene ID

4245

Gene namealpha-1,3-mannosyl-glycoprotein 2-beta-N-acetylglucosaminyltransferase
Gene AliasGLCNAC-TI
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0001701

UniProtAcc

P26572


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
4245MGAT1P22T-EHumanEsophagusESCC4.15e-295.65e-010.1236
4245MGAT1P23T-EHumanEsophagusESCC1.31e-341.05e+000.108
4245MGAT1P24T-EHumanEsophagusESCC2.56e-154.02e-010.1287
4245MGAT1P26T-EHumanEsophagusESCC2.88e-294.16e-010.1276
4245MGAT1P27T-EHumanEsophagusESCC8.91e-163.26e-010.1055
4245MGAT1P28T-EHumanEsophagusESCC2.85e-478.72e-010.1149
4245MGAT1P30T-EHumanEsophagusESCC5.93e-218.17e-010.137
4245MGAT1P31T-EHumanEsophagusESCC1.98e-162.05e-010.1251
4245MGAT1P32T-EHumanEsophagusESCC1.63e-337.22e-010.1666
4245MGAT1P36T-EHumanEsophagusESCC1.34e-135.76e-010.1187
4245MGAT1P37T-EHumanEsophagusESCC2.92e-194.90e-010.1371
4245MGAT1P38T-EHumanEsophagusESCC2.44e-113.72e-010.127
4245MGAT1P39T-EHumanEsophagusESCC3.77e-132.27e-010.0894
4245MGAT1P40T-EHumanEsophagusESCC2.97e-155.98e-010.109
4245MGAT1P42T-EHumanEsophagusESCC3.27e-164.47e-010.1175
4245MGAT1P44T-EHumanEsophagusESCC2.27e-095.35e-010.1096
4245MGAT1P47T-EHumanEsophagusESCC2.82e-122.94e-010.1067
4245MGAT1P48T-EHumanEsophagusESCC4.52e-213.36e-010.0959
4245MGAT1P49T-EHumanEsophagusESCC1.90e-081.34e+000.1768
4245MGAT1P52T-EHumanEsophagusESCC1.62e-226.89e-010.1555
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0044270ColorectumADcellular nitrogen compound catabolic process147/3918451/187233.35e-092.23e-07147
GO:0046700ColorectumADheterocycle catabolic process145/3918445/187234.37e-092.84e-07145
GO:0034655ColorectumADnucleobase-containing compound catabolic process133/3918407/187231.56e-089.12e-07133
GO:0019439ColorectumADaromatic compound catabolic process146/3918467/187237.48e-083.84e-06146
GO:1901361ColorectumADorganic cyclic compound catabolic process153/3918495/187238.23e-084.18e-06153
GO:0019080ColorectumADviral gene expression42/391894/187231.90e-078.02e-0642
GO:0044282ColorectumADsmall molecule catabolic process118/3918376/187231.05e-063.55e-05118
GO:0018279ColorectumADprotein N-linked glycosylation via asparagine15/391823/187235.47e-061.40e-0415
GO:0019082ColorectumADviral protein processing17/391829/187231.04e-052.40e-0417
GO:0018196ColorectumADpeptidyl-asparagine modification15/391824/187231.18e-052.62e-0415
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0006487ColorectumADprotein N-linked glycosylation25/391865/187239.12e-048.71e-0325
GO:0009225ColorectumADnucleotide-sugar metabolic process16/391836/187231.27e-031.12e-0216
GO:0006486ColorectumADprotein glycosylation64/3918226/187234.86e-033.27e-0264
GO:0043413ColorectumADmacromolecule glycosylation64/3918226/187234.86e-033.27e-0264
GO:0070085ColorectumADglycosylation67/3918240/187235.78e-033.67e-0267
GO:00160321ColorectumSERviral process118/2897415/187238.36e-121.65e-09118
GO:00442821ColorectumSERsmall molecule catabolic process87/2897376/187235.31e-051.27e-0387
GO:00190801ColorectumSERviral gene expression29/289794/187231.32e-042.66e-0329
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa00510ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa005101ColorectumADN-Glycan biosynthesis21/209253/84651.15e-024.24e-022.71e-0221
hsa005102ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa00513ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa005103ColorectumMSSN-Glycan biosynthesis20/187553/84657.17e-032.83e-021.73e-0220
hsa005131ColorectumMSSVarious types of N-glycan biosynthesis16/187542/84651.39e-024.53e-022.77e-0216
hsa0051023EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa005136EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa0051033EsophagusESCCN-Glycan biosynthesis39/420553/84653.26e-041.15e-035.89e-0439
hsa0051313EsophagusESCCVarious types of N-glycan biosynthesis31/420542/84651.23e-033.78e-031.93e-0331
hsa005104LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa005134LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051011LiverCirrhoticN-Glycan biosynthesis32/253053/84653.82e-064.10e-052.53e-0532
hsa0051311LiverCirrhoticVarious types of N-glycan biosynthesis26/253042/84651.65e-051.41e-048.69e-0526
hsa0051021LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005132LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa0051031LiverHCCN-Glycan biosynthesis40/402053/84652.95e-051.87e-041.04e-0440
hsa005133LiverHCCVarious types of N-glycan biosynthesis30/402042/84651.41e-035.07e-032.82e-0330
hsa005105Oral cavityOSCCN-Glycan biosynthesis39/370453/84659.77e-064.36e-052.22e-0539
hsa005135Oral cavityOSCCVarious types of N-glycan biosynthesis29/370442/84658.03e-042.32e-031.18e-0329
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
MGAT1SNVMissense_Mutationrs778419570c.142N>Ap.Ala48Thrp.A48TP26572protein_codingbenign(0.006)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationc.1079C>Tp.Ala360Valp.A360VP26572protein_codingbenign(0.106)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationnovelc.920N>Cp.Glu307Alap.E307AP26572protein_codingprobably_damaging(1)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationnovelc.1130N>Gp.Asp377Glyp.D377GP26572protein_codingbenign(0.024)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
MGAT1SNVMissense_Mutationc.623T>Ap.Val208Glup.V208EP26572protein_codingprobably_damaging(0.993)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationrs368412689c.1166C>Tp.Thr389Metp.T389MP26572protein_codingpossibly_damaging(0.734)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationrs765702663c.457G>Ap.Ala153Thrp.A153TP26572protein_codingbenign(0.18)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationc.947G>Ap.Arg316Hisp.R316HP26572protein_codingprobably_damaging(0.983)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
MGAT1SNVMissense_Mutationrs761737308c.989N>Gp.Lys330Argp.K330RP26572protein_codingbenign(0.031)TCGA-AH-6643-01Colorectumrectum adenocarcinomaMale<65III/IVChemotherapyoxaliplatinPD
MGAT1SNVMissense_Mutationc.419N>Ap.Ser140Asnp.S140NP26572protein_codingprobably_damaging(0.995)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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